{"id":8899,"date":"2025-01-07T16:00:16","date_gmt":"2025-01-07T13:00:16","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/apache-parquet-ile-gercek-zamanli-reklam-borsasinda-veri-yonetimi-optimizasyonu\/"},"modified":"2025-01-07T16:00:16","modified_gmt":"2025-01-07T13:00:16","slug":"apache-parquet-ile-gercek-zamanli-reklam-borsasinda-veri-yonetimi-optimizasyonu","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/apache-parquet-ile-gercek-zamanli-reklam-borsasinda-veri-yonetimi-optimizasyonu\/","title":{"rendered":"Apache Parquet ile Ger\u00e7ek Zamanl\u0131 Reklam Borsas\u0131nda Veri Y\u00f6netimi Optimizasyonu"},"content":{"rendered":"<p><body><\/p>\n<p>Apache Parquet ile Ger\u00e7ek Zamanl\u0131 Reklam Borsas\u0131nda Veri Y\u00f6netimi Optimizasyonu<\/p>\n<p>Ger\u00e7ek zamanl\u0131 reklam borsalar\u0131, her saniye milyonlarca reklam talebiyle ba\u015fa \u00e7\u0131kmak zorundad\u0131r. Bu yo\u011fun veri ak\u0131\u015f\u0131, verimli veri y\u00f6netimi stratejileri gerektirmektedir.  Apache Parquet, bu zorluklar\u0131n \u00fcstesinden gelmek i\u00e7in g\u00fc\u00e7l\u00fc bir \u00e7\u00f6z\u00fcm sunmaktad\u0131r.  Bu makalede, Apache Parquet&#8217;in ger\u00e7ek zamanl\u0131 bir reklam borsas\u0131nda veri i\u015flemeyi nas\u0131l optimize etti\u011fini ve sundu\u011fu avantajlar\u0131 detayl\u0131 olarak inceleyece\u011fiz.<\/p>\n<h2>Apache Parquet&#8217;in Avantajlar\u0131<\/h2>\n<p>Apache Parquet, verimlili\u011fi art\u0131ran ve maliyetleri d\u00fc\u015f\u00fcren bir s\u00fctunlu veri depolama format\u0131d\u0131r.  \u00d6ncelikle,  s\u00fctun bazl\u0131 veri okuma \u00f6zelli\u011fi sayesinde, sadece gerekli olan s\u00fctunlar okunur. Bu, i\u015flem s\u00fcresini ve kaynak kullan\u0131m\u0131n\u0131 \u00f6nemli \u00f6l\u00e7\u00fcde azalt\u0131r.  Ayr\u0131ca, Parquet&#8217;in s\u0131k\u0131\u015ft\u0131rma yetenekleri, depolama alan\u0131ndan tasarruf sa\u011flar ve a\u011f bant geni\u015fli\u011fi kullan\u0131m\u0131n\u0131 d\u00fc\u015f\u00fcr\u00fcr. Sonu\u00e7 olarak, daha h\u0131zl\u0131 veri i\u015fleme ve daha d\u00fc\u015f\u00fck maliyetler elde edilir.<\/p>\n<p>Bunun yan\u0131nda, Parquet&#8217;in \u015fema geli\u015ftirme ve veri b\u00fct\u00fcnl\u00fc\u011f\u00fc sa\u011flama yetene\u011fi de \u00f6nemlidir.  Veri b\u00fct\u00fcnl\u00fc\u011f\u00fcn\u00fc sa\u011flamak, hatalar\u0131 \u00f6nlemek ve veri kalitesini korumak a\u00e7\u0131s\u0131ndan kritik \u00f6neme sahiptir.  Sonu\u00e7 olarak, veri g\u00fcvenilirli\u011fi artar.<\/p>\n<h2>Ger\u00e7ek Zamanl\u0131 Reklam Borsalar\u0131nda Uygulama<\/h2>\n<p>Ger\u00e7ek zamanl\u0131 bir reklam borsas\u0131nda, Apache Parquet, reklam envanterini, kullan\u0131c\u0131 profillerini, reklam kampanyalar\u0131n\u0131 ve di\u011fer ilgili verileri depolamak i\u00e7in kullan\u0131labilir.  \u00d6rne\u011fin,  bir reklam talebi geldi\u011finde, Parquet, sadece ilgili kullan\u0131c\u0131 profilini ve reklam kampanyalar\u0131n\u0131 okuyarak, h\u0131zl\u0131 bir \u015fekilde uygun reklamlar\u0131 tespit edebilir.  Bu s\u00fcre\u00e7,  geleneksel veri formatlar\u0131na k\u0131yasla \u00e7ok daha verimlidir.<\/p>\n<p>Dahas\u0131, Parquet&#8217;in \u00f6l\u00e7eklenebilir yap\u0131s\u0131,  artan veri hacimlerine kolayca uyum sa\u011flar.  B\u00fcy\u00fcyen bir reklam borsas\u0131nda,  veri b\u00fcy\u00fcmesi bir sorun olmaktan \u00e7\u0131kar.<\/p>\n<h2>Performans \u00d6l\u00e7\u00fcmleri ve Kar\u015f\u0131la\u015ft\u0131rma<\/h2>\n<p>\u00c7e\u015fitli performans testleri, Apache Parquet&#8217;in geleneksel veri formatlar\u0131na g\u00f6re \u00f6nemli \u00f6l\u00e7\u00fcde daha h\u0131zl\u0131 veri i\u015fleme ve daha d\u00fc\u015f\u00fck maliyet sa\u011flad\u0131\u011f\u0131n\u0131 g\u00f6stermi\u015ftir.  \u00d6rne\u011fin,  bir \u00e7al\u0131\u015fma, Parquet&#8217;in CSV format\u0131na k\u0131yasla %50&#8217;ye kadar daha h\u0131zl\u0131 veri okuma performans\u0131 sundu\u011funu ortaya koymu\u015ftur.  Bu performans art\u0131\u015f\u0131,  reklam borsas\u0131n\u0131n daha h\u0131zl\u0131 yan\u0131t vermesini ve kullan\u0131c\u0131 deneyimini iyile\u015ftirmesini sa\u011flar.<\/p>\n<p>K\u0131sacas\u0131, Apache Parquet,  ger\u00e7ek zamanl\u0131 reklam borsalar\u0131nda \u00f6nemli bir performans art\u0131\u015f\u0131 sa\u011flar.  Bu da daha y\u00fcksek gelir ve daha iyi bir kullan\u0131c\u0131 deneyimi anlam\u0131na gelir.  Daha ayr\u0131nt\u0131l\u0131 bilgi i\u00e7in <a href=\"https:\/\/fatihsoysal.com\">fatihsoysal.com<\/a> sitesini ziyaret edebilirsiniz.<\/p>\n<h2>Sonu\u00e7<\/h2>\n<p>Apache Parquet,  ger\u00e7ek zamanl\u0131 reklam borsalar\u0131 i\u00e7in m\u00fckemmel bir veri y\u00f6netim \u00e7\u00f6z\u00fcm\u00fcd\u00fcr.  S\u00fctunlu depolama, s\u0131k\u0131\u015ft\u0131rma ve \u015fema geli\u015ftirme yetenekleri sayesinde,  performans\u0131 art\u0131r\u0131r, maliyetleri d\u00fc\u015f\u00fcr\u00fcr ve \u00f6l\u00e7eklenebilirlik sa\u011flar.  Bu nedenle,  ger\u00e7ek zamanl\u0131 reklam borsalar\u0131nda veri i\u015flemeyi optimize etmek isteyenler i\u00e7in Apache Parquet g\u00fc\u00e7l\u00fc bir se\u00e7enektir.<\/p>\n<p>Ayr\u0131ca,  bu konuda daha fazla bilgi edinmek i\u00e7in a\u015fa\u011f\u0131daki kaynaklara g\u00f6z atabilirsiniz:<\/p>\n<ul>\n<li><a href=\"https:\/\/parquet.apache.org\/\">Apache Parquet Resmi Sitesi<\/a><\/li>\n<li><a href=\"https:\/\/dev.to\/mshidlov\/using-apache-parquet-to-optimize-data-handling-in-a-real-time-ad-exchange-platform-2l37\">Dev.to Makalesi (\u0130ngilizce)<\/a><\/li>\n<\/ul>\n<p>#Etiketler: Apache Parquet, Ger\u00e7ek Zamanl\u0131 Reklam Borsas\u0131, Veri Y\u00f6netimi, Performans Optimizasyonu, B\u00fcy\u00fck Veri, Veri Analizi, \u00d6l\u00e7eklenebilirlik, Maliyet D\u00fc\u015f\u00fcrme<\/p>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"Apache Parquet ile Ger\u00e7ek Zamanl\u0131 Reklam Borsas\u0131nda Veri Y\u00f6netimi Optimizasyonu Ger\u00e7ek zamanl\u0131 reklam borsalar\u0131, her saniye milyonlarca reklam&hellip;","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"csco_page_header_type":"","csco_page_load_nextpost":"","csco_page_subscribe_form":"","csco_page_contact_form":"","footnotes":""},"categories":[1],"tags":[],"class_list":{"0":"post-8899","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-genel","7":"cs-entry","8":"cs-video-wrap"},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.5 (Yoast SEO v25.3.1) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Apache Parquet ile Ger\u00e7ek Zamanl\u0131 Reklam Borsas\u0131nda Veri Y\u00f6netimi Optimizasyonu<\/title>\n<meta name=\"description\" content=\"Ger\u00e7ek zamanl\u0131 reklam borsalar\u0131, her saniye milyonlarca reklam talebiyle ba\u015fa \u00e7\u0131kmak zorundad\u0131r. Bu yo\u011fun veri ak\u0131\u015f\u0131, verimli veri y\u00f6netimi stratejileri gerektirmektedir. Apache Parquet, bu zorluklar\u0131n \u00fcstesinden gelmek i\u00e7in g\u00fc\u00e7l\u00fc bir \u00e7\u00f6z\u00fcm sunmaktad\u0131r. Bu makalede, Apache Parquet&#039;in ger\u00e7ek zamanl\u0131 bir reklam borsas\u0131nda veri i\u015flemeyi nas\u0131l optimize etti\u011fini ve sundu\u011fu avantajlar\u0131 detayl\u0131 olarak inceleyece\u011fiz.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/fatihsoysal.com\/blog\/apache-parquet-ile-gercek-zamanli-reklam-borsasinda-veri-yonetimi-optimizasyonu\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Apache Parquet ile Ger\u00e7ek Zamanl\u0131 Reklam Borsas\u0131nda Veri Y\u00f6netimi Optimizasyonu\" \/>\n<meta property=\"og:description\" content=\"Ger\u00e7ek zamanl\u0131 reklam borsalar\u0131, her saniye milyonlarca reklam talebiyle ba\u015fa \u00e7\u0131kmak zorundad\u0131r. Bu yo\u011fun veri ak\u0131\u015f\u0131, verimli veri y\u00f6netimi stratejileri gerektirmektedir. Apache Parquet, bu zorluklar\u0131n \u00fcstesinden gelmek i\u00e7in g\u00fc\u00e7l\u00fc bir \u00e7\u00f6z\u00fcm sunmaktad\u0131r. Bu makalede, Apache Parquet&#039;in ger\u00e7ek zamanl\u0131 bir reklam borsas\u0131nda veri i\u015flemeyi nas\u0131l optimize etti\u011fini ve sundu\u011fu avantajlar\u0131 detayl\u0131 olarak inceleyece\u011fiz.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/apache-parquet-ile-gercek-zamanli-reklam-borsasinda-veri-yonetimi-optimizasyonu\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2025-01-07T13:00:16+00:00\" \/>\n<meta name=\"author\" content=\"Fatih Soysal\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Yazan:\" \/>\n\t<meta name=\"twitter:data1\" content=\"Fatih Soysal\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tahmini okuma s\u00fcresi\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/apache-parquet-ile-gercek-zamanli-reklam-borsasinda-veri-yonetimi-optimizasyonu\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/apache-parquet-ile-gercek-zamanli-reklam-borsasinda-veri-yonetimi-optimizasyonu\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"Apache Parquet ile Ger\u00e7ek Zamanl\u0131 Reklam Borsas\u0131nda Veri Y\u00f6netimi Optimizasyonu\",\"datePublished\":\"2025-01-07T13:00:16+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/apache-parquet-ile-gercek-zamanli-reklam-borsasinda-veri-yonetimi-optimizasyonu\/\"},\"wordCount\":585,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/apache-parquet-ile-gercek-zamanli-reklam-borsasinda-veri-yonetimi-optimizasyonu\/#respond\"]}],\"copyrightYear\":\"2025\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/apache-parquet-ile-gercek-zamanli-reklam-borsasinda-veri-yonetimi-optimizasyonu\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/apache-parquet-ile-gercek-zamanli-reklam-borsasinda-veri-yonetimi-optimizasyonu\/\",\"name\":\"Apache Parquet ile Ger\u00e7ek Zamanl\u0131 Reklam Borsas\u0131nda Veri Y\u00f6netimi Optimizasyonu\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2025-01-07T13:00:16+00:00\",\"description\":\"Ger\u00e7ek zamanl\u0131 reklam borsalar\u0131, her saniye milyonlarca reklam talebiyle ba\u015fa \u00e7\u0131kmak zorundad\u0131r. Bu yo\u011fun veri ak\u0131\u015f\u0131, verimli veri y\u00f6netimi stratejileri gerektirmektedir. Apache Parquet, bu zorluklar\u0131n \u00fcstesinden gelmek i\u00e7in g\u00fc\u00e7l\u00fc bir \u00e7\u00f6z\u00fcm sunmaktad\u0131r. 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Bu yo\u011fun veri ak\u0131\u015f\u0131, verimli veri y\u00f6netimi stratejileri gerektirmektedir. Apache Parquet, bu zorluklar\u0131n \u00fcstesinden gelmek i\u00e7in g\u00fc\u00e7l\u00fc bir \u00e7\u00f6z\u00fcm sunmaktad\u0131r. 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